{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "import imagededup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_dir = Path('../tests/data/mixed_images')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hashing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Find duplicates using Perceptual hashing along with scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start: Calculating hashes...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/6 [00:00<?, ?it/s]2019-10-01 19:01:38,644: WARNING Invalid image file /Users/tanuj.jain/Documents/image-dedup/examples/../tests/data/mixed_images/ukbench09268_corrupt.jpg:\n",
      "cannot identify image file PosixPath('/Users/tanuj.jain/Documents/image-dedup/examples/../tests/data/mixed_images/ukbench09268_corrupt.jpg')\n",
      "100%|██████████| 6/6 [00:00<00:00, 92.22it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "End: Calculating hashes!\n",
      "Start: Evaluating hamming distances for getting duplicates\n",
      "Start: Retrieving duplicates using BKTree algorithm\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "100%|██████████| 5/5 [00:00<00:00, 4806.67it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "End: Retrieving duplicates using BKTree algorithm\n",
      "End: Evaluating hamming distances for getting duplicates\n"
     ]
    }
   ],
   "source": [
    "from imagededup.methods import PHash\n",
    "\n",
    "phasher = PHash()\n",
    "duplicates = phasher.find_duplicates(image_dir=image_dir, scores=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ukbench00120_resize.jpg': [('ukbench00120.jpg', 0)],\n",
       " 'ukbench00120_rotation.jpg': [],\n",
       " 'ukbench00120.jpg': [('ukbench00120_resize.jpg', 0)],\n",
       " 'ukbench00120_hflip.jpg': [],\n",
       " 'ukbench09268.jpg': []}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "duplicates"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting duplicates for image file: 'ukbench00120.jpg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/tanuj.jain/Documents/image-dedup/imagededup/utils/plotter.py:66: UserWarning: tight_layout : falling back to Agg renderer\n",
      "  gs.tight_layout(fig)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from imagededup.utils import plot_duplicates\n",
    "plot_duplicates(image_dir=image_dir, duplicate_map=duplicates, filename='ukbench00120.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Find duplicates to remove using Perceptual hashing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start: Calculating hashes...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/6 [00:00<?, ?it/s]2019-10-01 19:01:39,199: WARNING Invalid image file /Users/tanuj.jain/Documents/image-dedup/examples/../tests/data/mixed_images/ukbench09268_corrupt.jpg:\n",
      "cannot identify image file PosixPath('/Users/tanuj.jain/Documents/image-dedup/examples/../tests/data/mixed_images/ukbench09268_corrupt.jpg')\n",
      "100%|██████████| 6/6 [00:00<00:00, 140.34it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "End: Calculating hashes!\n",
      "Start: Evaluating hamming distances for getting duplicates\n",
      "Start: Retrieving duplicates using BKTree algorithm\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "100%|██████████| 5/5 [00:00<00:00, 9562.94it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "End: Retrieving duplicates using BKTree algorithm\n",
      "End: Evaluating hamming distances for getting duplicates\n"
     ]
    }
   ],
   "source": [
    "from imagededup.methods import PHash\n",
    "\n",
    "phasher = PHash()\n",
    "duplicates_list = phasher.find_duplicates_to_remove(image_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ukbench00120.jpg']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "duplicates_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CNN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Find duplicates using CNN along with scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /Users/tanuj.jain/anaconda3/envs/dedup_package_env/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Colocations handled automatically by placer.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2019-10-01 19:01:45,116: INFO Initialized: MobileNet pretrained on ImageNet dataset sliced at last conv layer and added GlobalAveragePooling\n",
      "2019-10-01 19:01:45,117: INFO Start: Image encoding generation\n",
      "2019-10-01 19:01:45,233: WARNING Invalid image file /Users/tanuj.jain/Documents/image-dedup/examples/../tests/data/mixed_images/ukbench09268_corrupt.jpg:\n",
      "cannot identify image file PosixPath('/Users/tanuj.jain/Documents/image-dedup/examples/../tests/data/mixed_images/ukbench09268_corrupt.jpg')\n",
      "2019-10-01 19:01:45,412: WARNING Invalid image file /Users/tanuj.jain/Documents/image-dedup/examples/../tests/data/mixed_images/ukbench09268_corrupt.jpg:\n",
      "cannot identify image file PosixPath('/Users/tanuj.jain/Documents/image-dedup/examples/../tests/data/mixed_images/ukbench09268_corrupt.jpg')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "1/1 [==============================] - 1s 595ms/step\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2019-10-01 19:01:45,752: INFO End: Image encoding generation\n",
      "2019-10-01 19:01:45,755: INFO Start: Calculating cosine similarities...\n",
      "2019-10-01 19:01:45,756: INFO End: Calculating cosine similarities.\n"
     ]
    }
   ],
   "source": [
    "from imagededup.methods import CNN\n",
    "\n",
    "cnn_encoder = CNN()\n",
    "duplicates_cnn = cnn_encoder.find_duplicates(image_dir=image_dir, scores=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ukbench00120.jpg': [('ukbench00120_hflip.jpg', 0.9672552),\n",
       "  ('ukbench00120_resize.jpg', 0.98120844)],\n",
       " 'ukbench00120_hflip.jpg': [('ukbench00120.jpg', 0.9672552),\n",
       "  ('ukbench00120_resize.jpg', 0.95676106)],\n",
       " 'ukbench00120_resize.jpg': [('ukbench00120.jpg', 0.98120844),\n",
       "  ('ukbench00120_hflip.jpg', 0.95676106)],\n",
       " 'ukbench00120_rotation.jpg': [],\n",
       " 'ukbench09268.jpg': []}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "duplicates_cnn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting duplicates for image file: 'ukbench00120.jpg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/tanuj.jain/Documents/image-dedup/imagededup/utils/plotter.py:66: UserWarning: tight_layout : falling back to Agg renderer\n",
      "  gs.tight_layout(fig)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from imagededup.utils import plot_duplicates\n",
    "plot_duplicates(image_dir=image_dir, duplicate_map=duplicates_cnn, filename='ukbench00120.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Find duplicates to remove using CNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2019-10-01 19:01:49,741: INFO Initialized: MobileNet pretrained on ImageNet dataset sliced at last conv layer and added GlobalAveragePooling\n",
      "2019-10-01 19:01:49,742: INFO Start: Image encoding generation\n",
      "2019-10-01 19:01:49,825: WARNING Invalid image file /Users/tanuj.jain/Documents/image-dedup/examples/../tests/data/mixed_images/ukbench09268_corrupt.jpg:\n",
      "cannot identify image file PosixPath('/Users/tanuj.jain/Documents/image-dedup/examples/../tests/data/mixed_images/ukbench09268_corrupt.jpg')\n",
      "2019-10-01 19:01:49,927: WARNING Invalid image file /Users/tanuj.jain/Documents/image-dedup/examples/../tests/data/mixed_images/ukbench09268_corrupt.jpg:\n",
      "cannot identify image file PosixPath('/Users/tanuj.jain/Documents/image-dedup/examples/../tests/data/mixed_images/ukbench09268_corrupt.jpg')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "1/1 [==============================] - 1s 670ms/step\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2019-10-01 19:01:50,468: INFO End: Image encoding generation\n",
      "2019-10-01 19:01:50,470: INFO Start: Calculating cosine similarities...\n",
      "2019-10-01 19:01:50,471: INFO End: Calculating cosine similarities.\n"
     ]
    }
   ],
   "source": [
    "from imagededup.methods import CNN\n",
    "\n",
    "cnn_encoder = CNN()\n",
    "duplicates_list_cnn = cnn_encoder.find_duplicates_to_remove(image_dir=image_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ukbench00120_hflip.jpg', 'ukbench00120_resize.jpg']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "duplicates_list_cnn"
   ]
  }
 ],
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